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Automated standardization of images of Drosophila embryos
- Source :
- Journal of Visual Communication and Image Representation. 71:102758
- Publication Year :
- 2020
- Publisher :
- Elsevier BV, 2020.
-
Abstract
- Modeling expression patterns of Drosophila, in space and time, plays a critical role to understand the development of multicellular organisms. In confocal microscopy, to produce precise quantitative data it is frequently necessary to process and analyze large amounts of digital images. Automatic preprocessing is a crucial step in this scenario, essential to standardize significant features such as orientation, size, position, direction, lighting condition and texture of embryo images. Even though a lot of efforts have been made, a robust embryo standardization strategy is still needed. In this paper, we propose the method Embrystandar. It is designed to remove background artifacts and standardize the direction and orientation of a Drosophila embryo through a sequence of automatic operations. To test its potential for large-scale image processing, Embrystandar was applied in different databases. It showed to be robust and precise, reaching more than 90% success rate.
- Subjects :
- Standardization
business.industry
Computer science
Orientation (computer vision)
Process (computing)
020207 software engineering
Image processing
Embryo
02 engineering and technology
Expression (mathematics)
Digital image
Signal Processing
0202 electrical engineering, electronic engineering, information engineering
Media Technology
Preprocessor
020201 artificial intelligence & image processing
Computer vision
Computer Vision and Pattern Recognition
Artificial intelligence
Electrical and Electronic Engineering
business
Subjects
Details
- ISSN :
- 10473203
- Volume :
- 71
- Database :
- OpenAIRE
- Journal :
- Journal of Visual Communication and Image Representation
- Accession number :
- edsair.doi...........002fc43f08d6434eeca1f2ed500494bc